{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/jfcrenshaw/pzflow/blob/main/examples/redshift_example.ipynb)\n",
    "\n",
    "If running in Colab, to switch to GPU, go to the menu and select Runtime -> Change runtime type -> Hardware accelerator -> GPU.\n",
    "\n",
    "In addition, uncomment and run the following code:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip install pzflow corner"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-------------------\n",
    "## Redshift example\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import jax.numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import corner\n",
    "\n",
    "import pzflow\n",
    "from pzflow import Flow\n",
    "from pzflow.bijectors import Chain, RollingSplineCoupling, Softplus, ColorTransform\n",
    "from pzflow.examples import galaxy_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First let's load the example galaxy data set included with `pzflow`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>redshift</th>\n",
       "      <th>u</th>\n",
       "      <th>g</th>\n",
       "      <th>r</th>\n",
       "      <th>i</th>\n",
       "      <th>z</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.287087</td>\n",
       "      <td>26.759261</td>\n",
       "      <td>25.901778</td>\n",
       "      <td>25.187710</td>\n",
       "      <td>24.932318</td>\n",
       "      <td>24.736903</td>\n",
       "      <td>24.671623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.293313</td>\n",
       "      <td>27.428358</td>\n",
       "      <td>26.679299</td>\n",
       "      <td>25.977161</td>\n",
       "      <td>25.700094</td>\n",
       "      <td>25.522763</td>\n",
       "      <td>25.417632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.497276</td>\n",
       "      <td>27.294001</td>\n",
       "      <td>26.068798</td>\n",
       "      <td>25.450055</td>\n",
       "      <td>24.460507</td>\n",
       "      <td>23.887221</td>\n",
       "      <td>23.206112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.283310</td>\n",
       "      <td>28.154075</td>\n",
       "      <td>26.283166</td>\n",
       "      <td>24.599570</td>\n",
       "      <td>23.723491</td>\n",
       "      <td>23.214108</td>\n",
       "      <td>22.860012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.545183</td>\n",
       "      <td>29.276065</td>\n",
       "      <td>27.878301</td>\n",
       "      <td>27.333528</td>\n",
       "      <td>26.543374</td>\n",
       "      <td>26.061941</td>\n",
       "      <td>25.383056</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   redshift          u          g          r          i          z          y\n",
       "0  0.287087  26.759261  25.901778  25.187710  24.932318  24.736903  24.671623\n",
       "1  0.293313  27.428358  26.679299  25.977161  25.700094  25.522763  25.417632\n",
       "2  1.497276  27.294001  26.068798  25.450055  24.460507  23.887221  23.206112\n",
       "3  0.283310  28.154075  26.283166  24.599570  23.723491  23.214108  22.860012\n",
       "4  1.545183  29.276065  27.878301  27.333528  26.543374  26.061941  25.383056"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = galaxy_data()\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can see the first column is redshift, and the subsequent columns are galaxy magnitudes in the 6 LSST bandpass filters. The data is in a Pandas DataFrame, which is the data format `pzflow` uses on the user-end.\n",
    "\n",
    "Now we will build a normalizing flow to model this data. We will construct a bijector made of thre parts:\n",
    "\n",
    "**1. Rolling Spline Coupling** --  \n",
    "This is a bijector that alternates [Neural Spline Couplings](https://arxiv.org/abs/1906.04032) and \"Rolling\" layers. It has 5 parameters:\n",
    "- `nlayers` - The number of (Neural Spline, Roll()) couplets in the chain of bijectors\n",
    "- `K` - The number of bins in the splines\n",
    "- `B` - The range of the splines\n",
    "- `hidden_layers` - the number of hidden layers in the neural network that calculates the spline bins and derivatives\n",
    "- `hidden_dim` - the number of hidden dimensions in that same neural network\n",
    "\n",
    "Only `nlayers` is required.\n",
    "For this example, we will set `nlayers` = 7 to match the input dimension, and we will leave everything else to their default values.\n",
    "Feel free to play around with changing the other parameters.\n",
    "\n",
    "**2. Softplus** --  \n",
    "This is a bijector that applies a softplus transformation to the requested columns.\n",
    "We will apply it to the redshift column to ensure that sampled redshifts are always positive.\n",
    "\n",
    "\n",
    "**3. Color Transform** --  \n",
    "This is a bijector that converts galaxy colors and a reference magnitude into galaxy magnitudes.\n",
    "In this example:\n",
    "\n",
    "$(\\text{redshift}, \\, R, \\, u\\!-\\!g, \\, g\\!-\\!r, \\, r\\!-\\!i, \\, i\\!-\\!z, \\, z\\!-\\!y) \\to  (\\text{redshift}, \\, u, \\, g, \\, r, \\, i, \\, z, \\, y)$  \n",
    "\n",
    "where $r = R \\cdot \\sigma_r + \\bar{r}$.  \n",
    "\n",
    "Placing this Color Transform very last in our chain of bijectors means that the normalizing flow is optimizing the Neural Spline parameters to map the Gaussian samples onto the galaxy colors, rather than the galaxy magnitudes.\n",
    "This is useful, as redshift correlates more directly with galaxy colors.\n",
    "The value $R$ is just a normalized version of the $r$ band magnitude, which serves as a proxy for overall galaxy luminosity.\n",
    "\n",
    "We construct the total bijector by chaining these three bijectors together.\n",
    "\n",
    "After constructing the bijector, we create the flow by instantiating a `Flow` object.\n",
    "We have to give it the names of the columns in our data set, as well as the bijector we just created."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)\n"
     ]
    }
   ],
   "source": [
    "# set number of layers in the RollingSplineCoupling\n",
    "# equal to the input dimension\n",
    "nlayers = data.shape[1]\n",
    "\n",
    "# set the softplus parameters, to ensure\n",
    "# that sampled redshifts are positive\n",
    "column_idx = 0\n",
    "sharpness = 10\n",
    "\n",
    "# set the Color Transform parameters to use the\n",
    "# r band as the reference magnitude\n",
    "ref_band = \"r\"\n",
    "ref_idx = data.columns.get_loc(ref_band)\n",
    "ref_mean = data[ref_band].mean()\n",
    "ref_std = data[ref_band].std()\n",
    "\n",
    "# construct our bijector out of\n",
    "# 1. a Rolling Spline Coupling\n",
    "# 2. a Color Transform\n",
    "bijector = Chain(\n",
    "    RollingSplineCoupling(nlayers),\n",
    "    Softplus(column_idx, sharpness),\n",
    "    ColorTransform(ref_idx, ref_mean, ref_std)\n",
    ")\n",
    "\n",
    "# create the normalizing flow. We have to give it\n",
    "# 1. The names of the columns in our data set\n",
    "# 2. The bijector\n",
    "flow = Flow(data.columns, bijector)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can train our normalizing flow.\n",
    "This is as simple as calling `flow.train(data)`.\n",
    "There are several training parameters you can set, including the number of epochs, the batch size, the optimizer, and the random seed.\n",
    "See the documentation for the normalizing flow for more details.\n",
    "For this example, we will use the defaults (except we will set `verbose=True` so that training losses are printed throughout the training process.)\n",
    "\n",
    "*Warning:* this takes about 14 minutes to run on my CPU. (but only 1 minute on a GPU!)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9.3468\n",
      "-1.2716\n",
      "-3.4062\n",
      "-3.6957\n",
      "-4.6337\n",
      "-4.4400\n",
      "-4.6803\n",
      "-4.8731\n",
      "-5.3339\n",
      "-5.7343\n",
      "-5.8046\n",
      "-5.7075\n",
      "-5.8133\n",
      "-6.1815\n",
      "-6.1431\n",
      "-6.3444\n",
      "-5.8392\n",
      "-6.4637\n",
      "-6.4461\n",
      "-6.3017\n",
      "-6.3761\n",
      "-6.7889\n",
      "-6.7786\n",
      "-6.8092\n",
      "-6.5420\n",
      "-6.7001\n",
      "CPU times: user 2h 20min 40s, sys: 7h 55min 47s, total: 10h 16min 28s\n",
      "Wall time: 13min 46s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "losses = flow.train(data, verbose=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's plot the training losses to make sure everything looks like we expect it to..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(losses)\n",
    "plt.xlabel(\"Epoch\")\n",
    "plt.ylabel(\"Training loss\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Perfect!\n",
    "\n",
    "Now we can draw samples from the flow, using the `sample` method.\n",
    "Let's draw 10000 samples and make a corner plot, comparing these samples to the training set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "samples = flow.sample(10000, seed=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 49 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,12))\n",
    "\n",
    "ranges = [(-0.1,2.4), (19.5,33), (19,32), (19,29), (19,29), (19,28), (19,28)]\n",
    "\n",
    "corner.corner(samples, fig=fig, color='C3', bins=20, range=ranges, hist_bin_factor=2, data_kwargs={'ms':3}, contour_kwargs={'linewidths':2})\n",
    "\n",
    "corner.corner(data[:10000], fig=fig, bins=20, range=ranges, hist_bin_factor=2, color='C0', data_kwargs={'ms':3}, show_titles=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looks great!\n",
    "\n",
    "We can also use the flow to calculate redshift posteriors for galaxies using the `posterior` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "grid = np.arange(0, 2.02, 0.02)\n",
    "pdfs = flow.posterior(samples, column=\"redshift\", grid=grid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 840x264 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1,3,figsize=(7,2.2), dpi=120)\n",
    "\n",
    "for i,ax in enumerate(axes):\n",
    "    true_z = samples['redshift'][i]\n",
    "    ax.axvline(true_z, 0, 1, c=\"C3\",\n",
    "               label='True z')\n",
    "    ax.plot(grid, pdfs[i])\n",
    "    ax.set(xlabel=\"redshift\",\n",
    "           xticks=[0,0.5,1,1.5,2],\n",
    "           yticks=[])\n",
    "axes[0].legend()\n",
    "axes[0].set(ylabel='$p(z)$')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also draw posteriors for magnitudes.\n",
    "For example, lets draw posteriors for the $u$ band:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "u_grid = np.arange(21, 30, 0.1)\n",
    "u_pdfs = flow.posterior(samples, column='u', grid=u_grid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 840x264 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1,3,figsize=(7,2.2), dpi=120)\n",
    "\n",
    "grid = np.arange(0, 2.02, 0.02)\n",
    "for i,ax in enumerate(axes):\n",
    "    true_u = samples['u'][i]\n",
    "    ax.axvline(true_u, 0, 1, c=\"C3\",\n",
    "               label='True $u$')\n",
    "    ax.plot(u_grid, u_pdfs[i])\n",
    "    ax.set(xlabel=\"$u$ mag\", \n",
    "           yticks=[])\n",
    "axes[0].legend()\n",
    "axes[0].set(ylabel='$p(u)$')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's store some information with the flow about the data it was trained on."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "flow.info = f\"\"\"\n",
    "This is an example flow, trained on 100,000 simulated galaxies with \n",
    "redshifts in the range (0, 2.3) and photometry in the LSST ugrizy bands.\n",
    "\n",
    "The data set used to train this flow is available in the `examples` module:\n",
    ">>> from pzflow.examples import galaxy_data\n",
    ">>> data = galaxy_data()\n",
    "\n",
    "This flow was created with pzflow version {pzflow.__version__}\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "This is an example flow, trained on 100,000 simulated galaxies with \n",
      "redshifts in the range (0, 2.3) and photometry in the LSST ugrizy bands.\n",
      "\n",
      "The data set used to train this flow is available in the `examples` module:\n",
      ">>> from pzflow.examples import galaxy_data\n",
      ">>> data = galaxy_data()\n",
      "\n",
      "This flow was created with pzflow version 1.3.0\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(flow.info)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's save the flow to a file that can be loaded later:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "flow.save(\"example-flow.pkl\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This file can be loaded on Flow instantiation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "flow = Flow(file=\"example-flow.pkl\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This example flow is also packaged with `pzflow`, so you can load it and play with it whenever you want:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pzflow.examples import example_flow\n",
    "flow = example_flow()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "See! It's the same one:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "This is an example flow, trained on 100,000 simulated galaxies with \n",
      "redshifts in the range (0, 2.3) and photometry in the LSST ugrizy bands.\n",
      "\n",
      "The data set used to train this flow is available in the `examples` module:\n",
      ">>> from pzflow.examples import galaxy_data\n",
      ">>> data = galaxy_data()\n",
      "\n",
      "This flow was created with pzflow version 1.3.0\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(flow.info)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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